{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f8daa62104054246b2476fa5d590ff4b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Models:   0%|          | 0/7 [00:00<?, ?model/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f6238132b42d4f8193ef1e2c8f3808cf",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "mcp-14b-alpha-004/train:   0%|          | 0/54 [00:00<?, ?file/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e39e9b8d32f646d6812b0ad0b850d4ea",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "mcp-14b-alpha-004/val:   0%|          | 0/54 [00:00<?, ?file/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c5b80f77e9be415fa55c35d3f25d5535",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "o4-mini/val:   0%|          | 0/1 [00:00<?, ?file/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "641cfffa35684d41bbbf3b790afe6839",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "gpt-4.1/val:   0%|          | 0/1 [00:00<?, ?file/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3da4d17db5e545f3905b432c77c49cfe",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "gpt-4o/val:   0%|          | 0/1 [00:00<?, ?file/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1fc199ca45eb4102b3cbb359ecfcc63d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "o3/val:   0%|          | 0/1 [00:00<?, ?file/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c176575c584b42dfa9e8ef1f8a180c80",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "sonnet-4/val:   0%|          | 0/1 [00:00<?, ?file/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "80ef95e532ad4ff3a050c91851a51ffd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "gpt-4o-mini/val:   0%|          | 0/1 [00:00<?, ?file/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import importlib\n",
    "import os\n",
    "\n",
    "from dotenv import load_dotenv\n",
    "\n",
    "import art.utils.benchmarking.charts\n",
    "from art.utils.benchmarking.charts import (\n",
    "    percentage_comparison_bar_chart,\n",
    "    training_progress_chart,\n",
    ")\n",
    "from art.utils.benchmarking.load_trajectories import load_trajectories\n",
    "from art.utils.benchmarking.types import BenchmarkModelKey\n",
    "from art.utils.get_repo_root_path import get_repo_root_path\n",
    "from art.utils.s3 import pull_model_from_s3\n",
    "\n",
    "importlib.reload(art.utils.benchmarking.charts)\n",
    "\n",
    "\n",
    "load_dotenv()\n",
    "\n",
    "project_name = \"mcp_alphavantage\"\n",
    "\n",
    "PULL_MODELS = True\n",
    "if PULL_MODELS:\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"mcp-14b-alpha-004\",\n",
    "        project=project_name,\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"gpt-4o-mini\",\n",
    "        project=project_name,\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"gpt-4o\",\n",
    "        project=project_name,\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"gpt-4.1\",\n",
    "        project=project_name,\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"sonnet-4\",\n",
    "        project=project_name,\n",
    "    )\n",
    "\n",
    "df = await load_trajectories(\n",
    "    project_name=project_name,\n",
    "    models=[\"mcp-14b-alpha-004\", \"gpt-4o-mini\", \"gpt-4o\", \"gpt-4.1\", \"sonnet-4\"],\n",
    ")\n",
    "\n",
    "\n",
    "benchmarks_dir = f\"{get_repo_root_path()}/assets/benchmarks/{project_name}\"\n",
    "\n",
    "os.makedirs(benchmarks_dir, exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "line_graph = training_progress_chart(\n",
    "    df,\n",
    "    \"beat_comp_control_last\",\n",
    "    models=[\n",
    "        BenchmarkModelKey(\"mcp-14b-alpha-004\", \"mcp-14b\", \"val\"),\n",
    "        BenchmarkModelKey(\"gpt-4o\", \"GPT-4o\"),\n",
    "        BenchmarkModelKey(\"gpt-4.1\", \"GPT-4.1\"),\n",
    "        BenchmarkModelKey(\"sonnet-4\", \"Sonnet-4\"),\n",
    "    ],\n",
    "    title=\"Win Rate Against GPT-4.1\",\n",
    "    y_label=\"Win Rate\",\n",
    ")\n",
    "line_graph.savefig(f\"{benchmarks_dir}/accuracy-training-progress.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_chart = percentage_comparison_bar_chart(\n",
    "    df,\n",
    "    metric_name=\"beat_comp_control_last\",\n",
    "    models=[\n",
    "        BenchmarkModelKey(\"mcp-14b-alpha-004\", \"mcp-14b\", \"val\"),\n",
    "        BenchmarkModelKey(\"gpt-4o\", \"GPT-4o\"),\n",
    "        BenchmarkModelKey(\"gpt-4.1\", \"GPT-4.1\"),\n",
    "        BenchmarkModelKey(\"sonnet-4\", \"Sonnet-4\"),\n",
    "    ],\n",
    "    title=\"Win Rate Against GPT-4.1\",\n",
    ")\n",
    "bar_chart.savefig(f\"{benchmarks_dir}/accuracy-comparison.svg\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
